Physics-based equivalent circuit models for nanoporous electrodes

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This project aims to develop new physics-based equivalent circuit models for ion/electron coupled dynamics in electrified porous nanomaterials via fusing latest simulation advances with machine learning approach. This project expects to meet the challenge of high-efficient and accurate dynamic models for accelerated design, accurate diagnosis, and optimal operation of electrochemical energy storage and conversion technologies. The outcome will be a paradigm shift of how equivalent circuit models are developed and used, informed by new scientific knowledge and data. The proliferation of the new models will allow design and operation of more efficient and durable technologies in energy industry, benefitting Australian economy and environment.